Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 295653 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.1 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 20 |
|---|
Time (s) is highly overall correlated with CO (ppm) and 3 other fields | High correlation |
CO (ppm) is highly overall correlated with Time (s) and 9 other fields | High correlation |
Temperature (C) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Heater voltage (V) is highly overall correlated with R4 (MOhm) and 10 other fields | High correlation |
R1 (MOhm) is highly overall correlated with R2 (MOhm) and 9 other fields | High correlation |
R2 (MOhm) is highly overall correlated with R1 (MOhm) and 6 other fields | High correlation |
R3 (MOhm) is highly overall correlated with R1 (MOhm) and 6 other fields | High correlation |
R4 (MOhm) is highly overall correlated with Humidity (%r.h.) and 14 other fields | High correlation |
R5 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R6 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R7 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R8 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R9 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R10 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R11 (MOhm) is highly overall correlated with Time (s) and 12 other fields | High correlation |
R12 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R13 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R14 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
Humidity (%r.h.) is highly overall correlated with Time (s) and 3 other fields | High correlation |
Flow rate (mL/min) is highly skewed (γ1 = -112.6102791) | Skewed |
Time (s) is uniformly distributed | Uniform |
Time (s) has unique values | Unique |
CO (ppm) has 32172 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 08:28:34.732770 |
|---|---|
| Analysis finished | 2022-12-20 08:30:23.882599 |
| Duration | 1 minute and 49.15 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 295653 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45454.137 |
| Minimum | 0 |
|---|---|
| Maximum | 90909.727 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4547.266 |
| Q1 | 22735.994 |
| median | 45449.712 |
| Q3 | 68183.384 |
| 95-th percentile | 86358.194 |
| Maximum | 90909.727 |
| Range | 90909.727 |
| Interquartile range (IQR) | 45447.39 |
Descriptive statistics
| Standard deviation | 26242.664 |
|---|---|
| Coefficient of variation (CV) | 0.57734379 |
| Kurtosis | -1.1999842 |
| Mean | 45454.137 |
| Median Absolute Deviation (MAD) | 22723.917 |
| Skewness | -0.00027105822 |
| Sum | 1.3438652 × 1010 |
| Variance | 6.8867739 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 60639.218 | 1 | < 0.1% |
| 60610.79 | 1 | < 0.1% |
| 60610.481 | 1 | < 0.1% |
| 60610.173 | 1 | < 0.1% |
| 60609.864 | 1 | < 0.1% |
| 60609.554 | 1 | < 0.1% |
| 60609.245 | 1 | < 0.1% |
| 60608.935 | 1 | < 0.1% |
| 60608.626 | 1 | < 0.1% |
| Other values (295643) | 295643 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.31 | 1 | |
| 0.62 | 1 | |
| 0.929 | 1 | |
| 1.237 | 1 | |
| 1.546 | 1 | |
| 1.857 | 1 | |
| 2.164 | 1 | |
| 2.474 | 1 | |
| 2.784 | 1 |
| Value | Count | Frequency (%) |
| 90909.727 | 1 | |
| 90909.417 | 1 | |
| 90909.107 | 1 | |
| 90908.799 | 1 | |
| 90908.491 | 1 | |
| 90908.182 | 1 | |
| 90907.874 | 1 | |
| 90907.564 | 1 | |
| 90907.255 | 1 | |
| 90906.945 | 1 |
| Distinct | 303 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.8988159 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 32172 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.44 |
| median | 8.89 |
| Q3 | 15.56 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11.12 |
Descriptive statistics
| Standard deviation | 6.4270686 |
|---|---|
| Coefficient of variation (CV) | 0.64927651 |
| Kurtosis | -1.2330873 |
| Mean | 9.8988159 |
| Median Absolute Deviation (MAD) | 6.67 |
| Skewness | 0.0095385244 |
| Sum | 2926614.6 |
| Variance | 41.307211 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32172 | |
| 4.44 | 29287 | |
| 13.33 | 29275 | |
| 6.67 | 29265 | |
| 20 | 29245 | |
| 15.56 | 29235 | |
| 2.22 | 29229 | |
| 11.11 | 29229 | |
| 8.89 | 29222 | |
| 17.78 | 29199 | |
| Other values (293) | 295 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32172 | |
| 0.242 | 1 | < 0.1% |
| 0.2797 | 1 | < 0.1% |
| 0.2864 | 1 | < 0.1% |
| 0.3289 | 1 | < 0.1% |
| 0.444 | 1 | < 0.1% |
| 0.4936 | 1 | < 0.1% |
| 0.78 | 1 | < 0.1% |
| 0.9246 | 1 | < 0.1% |
| 0.9302 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 29245 | |
| 19.9467 | 1 | < 0.1% |
| 19.6537 | 1 | < 0.1% |
| 19.596 | 1 | < 0.1% |
| 18.91 | 1 | < 0.1% |
| 18.8367 | 1 | < 0.1% |
| 18.8265 | 1 | < 0.1% |
| 18.2995 | 1 | < 0.1% |
| 18.2262 | 1 | < 0.1% |
| 18.1871 | 1 | < 0.1% |
Humidity (%r.h.)
Real number (ℝ)
| Distinct | 21316 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.074856 |
| Minimum | 16.83 |
|---|---|
| Maximum | 70.39 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 16.83 |
|---|---|
| 5-th percentile | 22.94 |
| Q1 | 35.74 |
| median | 45.97 |
| Q3 | 54.32 |
| 95-th percentile | 63.98 |
| Maximum | 70.39 |
| Range | 53.56 |
| Interquartile range (IQR) | 18.58 |
Descriptive statistics
| Standard deviation | 12.0645 |
|---|---|
| Coefficient of variation (CV) | 0.26765477 |
| Kurtosis | -0.74397395 |
| Mean | 45.074856 |
| Median Absolute Deviation (MAD) | 9.16 |
| Skewness | -0.1585812 |
| Sum | 13326517 |
| Variance | 145.55217 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50.59 | 3002 | 1.0% |
| 35.7 | 2091 | 0.7% |
| 32.59 | 1665 | 0.6% |
| 47.52 | 1621 | 0.5% |
| 38.12 | 1434 | 0.5% |
| 37.81 | 1432 | 0.5% |
| 22.85 | 1395 | 0.5% |
| 29.3 | 1314 | 0.4% |
| 43.37 | 1281 | 0.4% |
| 46.48 | 1258 | 0.4% |
| Other values (21306) | 279160 |
| Value | Count | Frequency (%) |
| 16.83 | 160 | 0.1% |
| 16.8955 | 1 | < 0.1% |
| 16.9885 | 1 | < 0.1% |
| 17.0658 | 1 | < 0.1% |
| 17.1615 | 1 | < 0.1% |
| 17.2366 | 1 | < 0.1% |
| 17.334 | 1 | < 0.1% |
| 17.39 | 1049 | |
| 17.4762 | 1 | < 0.1% |
| 17.5537 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 70.39 | 39 | |
| 70.3896 | 1 | < 0.1% |
| 70.3888 | 1 | < 0.1% |
| 70.3884 | 1 | < 0.1% |
| 70.3883 | 1 | < 0.1% |
| 70.388 | 1 | < 0.1% |
| 70.3872 | 1 | < 0.1% |
| 70.3865 | 1 | < 0.1% |
| 70.3857 | 1 | < 0.1% |
| 70.3853 | 1 | < 0.1% |
Temperature (C)
Real number (ℝ)
| Distinct | 9601 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.818018 |
| Minimum | 21.86 |
|---|---|
| Maximum | 25.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 21.86 |
|---|---|
| 5-th percentile | 21.98 |
| Q1 | 22.58 |
| median | 23.82 |
| Q3 | 25.1 |
| 95-th percentile | 25.5 |
| Maximum | 25.66 |
| Range | 3.8 |
| Interquartile range (IQR) | 2.52 |
Descriptive statistics
| Standard deviation | 1.2856993 |
|---|---|
| Coefficient of variation (CV) | 0.053980113 |
| Kurtosis | -1.5913522 |
| Mean | 23.818018 |
| Median Absolute Deviation (MAD) | 1.28 |
| Skewness | -0.085295626 |
| Sum | 7041868.5 |
| Variance | 1.6530228 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 25.1 | 17375 | 5.9% |
| 25.18 | 16543 | 5.6% |
| 25.14 | 8749 | 3.0% |
| 21.98 | 7336 | 2.5% |
| 21.9 | 7326 | 2.5% |
| 25.06 | 7247 | 2.5% |
| 25.26 | 7041 | 2.4% |
| 23.66 | 6858 | 2.3% |
| 25.5 | 6777 | 2.3% |
| 25.58 | 6525 | 2.2% |
| Other values (9591) | 203876 |
| Value | Count | Frequency (%) |
| 21.86 | 591 | |
| 21.8601 | 48 | < 0.1% |
| 21.8602 | 1 | < 0.1% |
| 21.8608 | 1 | < 0.1% |
| 21.8609 | 2 | < 0.1% |
| 21.861 | 1 | < 0.1% |
| 21.8612 | 1 | < 0.1% |
| 21.8613 | 1 | < 0.1% |
| 21.8615 | 1 | < 0.1% |
| 21.8616 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 25.66 | 139 | |
| 25.6584 | 1 | < 0.1% |
| 25.6506 | 2 | < 0.1% |
| 25.6488 | 2 | < 0.1% |
| 25.6482 | 1 | < 0.1% |
| 25.6463 | 1 | < 0.1% |
| 25.6385 | 1 | < 0.1% |
| 25.6384 | 1 | < 0.1% |
| 25.6366 | 2 | < 0.1% |
| 25.6361 | 1 | < 0.1% |
Flow rate (mL/min)
Real number (ℝ)
| Distinct | 11076 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.95223 |
| Minimum | 0 |
|---|---|
| Maximum | 314.4902 |
| Zeros | 9 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 239.76136 |
| Q1 | 239.8974 |
| median | 239.9726 |
| Q3 | 240.0441 |
| 95-th percentile | 240.1747 |
| Maximum | 314.4902 |
| Range | 314.4902 |
| Interquartile range (IQR) | 0.1467 |
Descriptive statistics
| Standard deviation | 1.7570578 |
|---|---|
| Coefficient of variation (CV) | 0.0073225317 |
| Kurtosis | 14869.224 |
| Mean | 239.95223 |
| Median Absolute Deviation (MAD) | 0.0733 |
| Skewness | -112.61028 |
| Sum | 70942597 |
| Variance | 3.0872522 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 239.9684 | 151 | 0.1% |
| 239.9794 | 146 | < 0.1% |
| 239.9676 | 145 | < 0.1% |
| 239.9878 | 141 | < 0.1% |
| 239.9763 | 140 | < 0.1% |
| 240.0085 | 139 | < 0.1% |
| 239.979 | 136 | < 0.1% |
| 239.9835 | 135 | < 0.1% |
| 239.9772 | 135 | < 0.1% |
| 239.9574 | 134 | < 0.1% |
| Other values (11066) | 294251 |
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 0.1994 | 1 | < 0.1% |
| 0.4217 | 1 | < 0.1% |
| 0.6448 | 1 | < 0.1% |
| 49.273 | 1 | < 0.1% |
| 118.1436 | 1 | < 0.1% |
| 123.4182 | 1 | < 0.1% |
| 125.3341 | 1 | < 0.1% |
| 160.4938 | 1 | < 0.1% |
| 168.5489 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 314.4902 | 1 | |
| 311.2264 | 1 | |
| 288.3779 | 1 | |
| 285.9962 | 1 | |
| 276.6573 | 1 | |
| 267.5351 | 1 | |
| 265.9228 | 1 | |
| 264.6174 | 1 | |
| 262.2656 | 1 | |
| 260.7659 | 1 |
Heater voltage (V)
Real number (ℝ)
| Distinct | 1765 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35563159 |
| Minimum | 0.199 |
|---|---|
| Maximum | 0.9026 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.199 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 0.2 |
| median | 0.2005 |
| Q3 | 0.2073 |
| 95-th percentile | 0.9005 |
| Maximum | 0.9026 |
| Range | 0.7036 |
| Interquartile range (IQR) | 0.0073 |
Descriptive statistics
| Standard deviation | 0.288957 |
|---|---|
| Coefficient of variation (CV) | 0.8125178 |
| Kurtosis | -0.20478606 |
| Mean | 0.35563159 |
| Median Absolute Deviation (MAD) | 0.0005 |
| Skewness | 1.3374698 |
| Sum | 105143.55 |
| Variance | 0.083496146 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 117688 | |
| 0.201 | 25627 | 8.7% |
| 0.9 | 15561 | 5.3% |
| 0.901 | 9728 | 3.3% |
| 0.2009 | 6467 | 2.2% |
| 0.2007 | 6435 | 2.2% |
| 0.2005 | 6409 | 2.2% |
| 0.2002 | 6409 | 2.2% |
| 0.2003 | 6401 | 2.2% |
| 0.2001 | 6384 | 2.2% |
| Other values (1755) | 88544 |
| Value | Count | Frequency (%) |
| 0.199 | 71 | < 0.1% |
| 0.1991 | 151 | |
| 0.1992 | 152 | |
| 0.1993 | 188 | |
| 0.1994 | 159 | |
| 0.1995 | 163 | |
| 0.1996 | 171 | |
| 0.1997 | 153 | |
| 0.1998 | 137 | |
| 0.1999 | 151 |
| Value | Count | Frequency (%) |
| 0.9026 | 1 | < 0.1% |
| 0.902 | 75 | |
| 0.9019 | 88 | |
| 0.9018 | 98 | |
| 0.9017 | 82 | |
| 0.9016 | 91 | |
| 0.9015 | 80 | |
| 0.9014 | 111 | |
| 0.9013 | 93 | |
| 0.9012 | 93 |
R1 (MOhm)
Real number (ℝ)
| Distinct | 8475 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.32394 |
| Minimum | 0.0331 |
|---|---|
| Maximum | 124.4448 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0331 |
|---|---|
| 5-th percentile | 0.0792 |
| Q1 | 0.4909 |
| median | 3.8179 |
| Q3 | 37.8193 |
| 95-th percentile | 77.677 |
| Maximum | 124.4448 |
| Range | 124.4117 |
| Interquartile range (IQR) | 37.3284 |
Descriptive statistics
| Standard deviation | 27.112637 |
|---|---|
| Coefficient of variation (CV) | 1.3340246 |
| Kurtosis | 0.38816371 |
| Mean | 20.32394 |
| Median Absolute Deviation (MAD) | 3.7364 |
| Skewness | 1.2425191 |
| Sum | 6008834 |
| Variance | 735.09508 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 76.3332 | 756 | 0.3% |
| 75.6194 | 754 | 0.3% |
| 74.3444 | 750 | 0.3% |
| 73.7788 | 741 | 0.3% |
| 75.0345 | 740 | 0.3% |
| 76.9383 | 737 | 0.2% |
| 72.5638 | 716 | 0.2% |
| 79.0683 | 707 | 0.2% |
| 77.677 | 698 | 0.2% |
| 70.7619 | 690 | 0.2% |
| Other values (8465) | 288364 |
| Value | Count | Frequency (%) |
| 0.0331 | 2 | |
| 0.0334 | 1 | < 0.1% |
| 0.0338 | 2 | |
| 0.0339 | 1 | < 0.1% |
| 0.0341 | 1 | < 0.1% |
| 0.0344 | 3 | |
| 0.0345 | 1 | < 0.1% |
| 0.0347 | 1 | < 0.1% |
| 0.0348 | 1 | < 0.1% |
| 0.0349 | 2 |
| Value | Count | Frequency (%) |
| 124.4448 | 1 | < 0.1% |
| 122.8846 | 4 | < 0.1% |
| 121.0628 | 10 | < 0.1% |
| 119.5851 | 12 | < 0.1% |
| 117.8584 | 18 | < 0.1% |
| 116.4568 | 28 | < 0.1% |
| 114.818 | 48 | |
| 113.4868 | 49 | |
| 111.9292 | 78 | |
| 110.6632 | 78 |
R2 (MOhm)
Real number (ℝ)
| Distinct | 8223 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.093633 |
| Minimum | 0.0569 |
|---|---|
| Maximum | 176.2282 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0569 |
|---|---|
| 5-th percentile | 0.1415 |
| Q1 | 0.5538 |
| median | 2.5434 |
| Q3 | 43.9904 |
| 95-th percentile | 85.1632 |
| Maximum | 176.2282 |
| Range | 176.1713 |
| Interquartile range (IQR) | 43.4366 |
Descriptive statistics
| Standard deviation | 30.343075 |
|---|---|
| Coefficient of variation (CV) | 1.3733855 |
| Kurtosis | -0.15670493 |
| Mean | 22.093633 |
| Median Absolute Deviation (MAD) | 2.4014 |
| Skewness | 1.1428093 |
| Sum | 6532048.9 |
| Variance | 920.70222 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 83.5541 | 1173 | 0.4% |
| 84.278 | 1163 | 0.4% |
| 82.004 | 1160 | 0.4% |
| 82.7015 | 1154 | 0.4% |
| 80.5097 | 1127 | 0.4% |
| 85.1632 | 1094 | 0.4% |
| 88.5723 | 1069 | 0.4% |
| 79.7171 | 1064 | 0.4% |
| 86.8347 | 1049 | 0.4% |
| 81.1822 | 1045 | 0.4% |
| Other values (8213) | 284555 |
| Value | Count | Frequency (%) |
| 0.0569 | 1 | |
| 0.0584 | 2 | |
| 0.0592 | 1 | |
| 0.0594 | 1 | |
| 0.0596 | 2 | |
| 0.06 | 2 | |
| 0.0601 | 1 | |
| 0.0603 | 1 | |
| 0.0608 | 1 | |
| 0.0616 | 2 |
| Value | Count | Frequency (%) |
| 176.2282 | 1 | < 0.1% |
| 147.2183 | 1 | < 0.1% |
| 142.5199 | 1 | < 0.1% |
| 138.1101 | 1 | < 0.1% |
| 133.9633 | 1 | < 0.1% |
| 130.0566 | 2 | |
| 128.0195 | 1 | < 0.1% |
| 124.4448 | 1 | < 0.1% |
| 122.8846 | 2 | |
| 121.0628 | 3 |
R3 (MOhm)
Real number (ℝ)
| Distinct | 8154 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.737034 |
| Minimum | 0.0572 |
|---|---|
| Maximum | 165.1174 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0572 |
|---|---|
| 5-th percentile | 0.1145 |
| Q1 | 0.7331 |
| median | 9.6164 |
| Q3 | 55.5168 |
| 95-th percentile | 88.0388 |
| Maximum | 165.1174 |
| Range | 165.0602 |
| Interquartile range (IQR) | 54.7837 |
Descriptive statistics
| Standard deviation | 31.733639 |
|---|---|
| Coefficient of variation (CV) | 1.1440891 |
| Kurtosis | -0.81727079 |
| Mean | 27.737034 |
| Median Absolute Deviation (MAD) | 9.499 |
| Skewness | 0.79046149 |
| Sum | 8200537.4 |
| Variance | 1007.0238 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 86.3116 | 1244 | 0.4% |
| 84.6501 | 1228 | 0.4% |
| 85.3974 | 1223 | 0.4% |
| 87.0883 | 1222 | 0.4% |
| 89.8357 | 1218 | 0.4% |
| 88.0388 | 1210 | 0.4% |
| 88.8467 | 1199 | 0.4% |
| 90.6767 | 1188 | 0.4% |
| 92.5828 | 1165 | 0.4% |
| 91.7066 | 1152 | 0.4% |
| Other values (8144) | 283604 |
| Value | Count | Frequency (%) |
| 0.0572 | 1 | |
| 0.0578 | 1 | |
| 0.0584 | 1 | |
| 0.0586 | 1 | |
| 0.0589 | 1 | |
| 0.0597 | 1 | |
| 0.0598 | 1 | |
| 0.06 | 2 | |
| 0.0605 | 1 | |
| 0.0608 | 2 |
| Value | Count | Frequency (%) |
| 165.1174 | 1 | < 0.1% |
| 118.8647 | 3 | < 0.1% |
| 117.1484 | 1 | < 0.1% |
| 115.7553 | 5 | < 0.1% |
| 114.1263 | 24 | < 0.1% |
| 112.8031 | 60 | < 0.1% |
| 111.2549 | 80 | < 0.1% |
| 109.9965 | 144 | |
| 108.5233 | 139 | |
| 107.3251 | 209 |
R4 (MOhm)
Real number (ℝ)
| Distinct | 7310 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.585834 |
| Minimum | 0.0297 |
|---|---|
| Maximum | 112.0863 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0297 |
|---|---|
| 5-th percentile | 0.1038 |
| Q1 | 3.1532 |
| median | 26.8327 |
| Q3 | 38.1853 |
| 95-th percentile | 54.8767 |
| Maximum | 112.0863 |
| Range | 112.0566 |
| Interquartile range (IQR) | 35.0321 |
Descriptive statistics
| Standard deviation | 18.769558 |
|---|---|
| Coefficient of variation (CV) | 0.7634298 |
| Kurtosis | -0.97120492 |
| Mean | 24.585834 |
| Median Absolute Deviation (MAD) | 15.2716 |
| Skewness | 0.13608765 |
| Sum | 7268875.5 |
| Variance | 352.29631 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37.618 | 1260 | 0.4% |
| 38.1853 | 1257 | 0.4% |
| 36.4987 | 1251 | 0.4% |
| 38.0062 | 1248 | 0.4% |
| 36.6641 | 1239 | 0.4% |
| 35.4426 | 1225 | 0.4% |
| 37.0331 | 1222 | 0.4% |
| 35.9471 | 1216 | 0.4% |
| 37.2375 | 1215 | 0.4% |
| 37.4095 | 1214 | 0.4% |
| Other values (7300) | 283306 |
| Value | Count | Frequency (%) |
| 0.0297 | 1 | < 0.1% |
| 0.0418 | 1 | < 0.1% |
| 0.042 | 1 | < 0.1% |
| 0.0426 | 1 | < 0.1% |
| 0.0427 | 2 | |
| 0.0429 | 1 | < 0.1% |
| 0.0431 | 1 | < 0.1% |
| 0.0432 | 3 | |
| 0.0433 | 1 | < 0.1% |
| 0.0435 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 112.0863 | 1 | < 0.1% |
| 91.8226 | 1 | < 0.1% |
| 86.4726 | 1 | < 0.1% |
| 82.6836 | 2 | < 0.1% |
| 81.8678 | 2 | < 0.1% |
| 80.9098 | 6 | < 0.1% |
| 80.1281 | 11 | < 0.1% |
| 79.2097 | 28 | |
| 78.4601 | 26 | |
| 77.5789 | 41 |
R5 (MOhm)
Real number (ℝ)
| Distinct | 7559 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.076474 |
| Minimum | 0.0508 |
|---|---|
| Maximum | 208.7106 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0508 |
|---|---|
| 5-th percentile | 0.1182 |
| Q1 | 2.8171 |
| median | 43.2625 |
| Q3 | 59.9876 |
| 95-th percentile | 87.4402 |
| Maximum | 208.7106 |
| Range | 208.6598 |
| Interquartile range (IQR) | 57.1705 |
Descriptive statistics
| Standard deviation | 30.060489 |
|---|---|
| Coefficient of variation (CV) | 0.78947671 |
| Kurtosis | -1.0898682 |
| Mean | 38.076474 |
| Median Absolute Deviation (MAD) | 25.7435 |
| Skewness | 0.1386466 |
| Sum | 11257424 |
| Variance | 903.633 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 55.7412 | 1785 | 0.6% |
| 56.1324 | 1734 | 0.6% |
| 57.2027 | 1721 | 0.6% |
| 56.4626 | 1707 | 0.6% |
| 56.864 | 1702 | 0.6% |
| 57.9621 | 1702 | 0.6% |
| 55.0376 | 1699 | 0.6% |
| 58.3847 | 1690 | 0.6% |
| 52.1043 | 1681 | 0.6% |
| 54.3512 | 1678 | 0.6% |
| Other values (7549) | 278554 |
| Value | Count | Frequency (%) |
| 0.0508 | 1 | < 0.1% |
| 0.0511 | 1 | < 0.1% |
| 0.0512 | 1 | < 0.1% |
| 0.0513 | 3 | |
| 0.0515 | 1 | < 0.1% |
| 0.0517 | 1 | < 0.1% |
| 0.0519 | 1 | < 0.1% |
| 0.052 | 1 | < 0.1% |
| 0.0522 | 1 | < 0.1% |
| 0.0528 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 208.7106 | 1 | < 0.1% |
| 179.0785 | 1 | < 0.1% |
| 135.5445 | 2 | < 0.1% |
| 131.5393 | 4 | < 0.1% |
| 129.7955 | 4 | < 0.1% |
| 127.7625 | 11 | < 0.1% |
| 126.116 | 10 | < 0.1% |
| 124.1949 | 18 | |
| 122.6378 | 26 | |
| 120.8197 | 34 |
R6 (MOhm)
Real number (ℝ)
| Distinct | 7619 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.842493 |
| Minimum | 0.0495 |
|---|---|
| Maximum | 145.1587 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0495 |
|---|---|
| 5-th percentile | 0.1262 |
| Q1 | 2.2796 |
| median | 35.1933 |
| Q3 | 57.649 |
| 95-th percentile | 86.6118 |
| Maximum | 145.1587 |
| Range | 145.1092 |
| Interquartile range (IQR) | 55.3694 |
Descriptive statistics
| Standard deviation | 29.927009 |
|---|---|
| Coefficient of variation (CV) | 0.85892273 |
| Kurtosis | -1.0717316 |
| Mean | 34.842493 |
| Median Absolute Deviation (MAD) | 28.1518 |
| Skewness | 0.3304101 |
| Sum | 10301287 |
| Variance | 895.62587 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 56.0078 | 1543 | 0.5% |
| 54.1947 | 1533 | 0.5% |
| 55.6631 | 1526 | 0.5% |
| 53.8074 | 1504 | 0.5% |
| 53.4887 | 1499 | 0.5% |
| 57.2118 | 1493 | 0.5% |
| 56.427 | 1487 | 0.5% |
| 54.5217 | 1477 | 0.5% |
| 54.9192 | 1469 | 0.5% |
| 55.2549 | 1468 | 0.5% |
| Other values (7609) | 280654 |
| Value | Count | Frequency (%) |
| 0.0495 | 3 | |
| 0.0497 | 1 | < 0.1% |
| 0.0504 | 1 | < 0.1% |
| 0.0508 | 1 | < 0.1% |
| 0.0512 | 1 | < 0.1% |
| 0.0513 | 1 | < 0.1% |
| 0.0516 | 1 | < 0.1% |
| 0.0518 | 1 | < 0.1% |
| 0.0519 | 2 | |
| 0.0521 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 145.1587 | 1 | < 0.1% |
| 138.2019 | 1 | < 0.1% |
| 125.7588 | 1 | < 0.1% |
| 123.7317 | 1 | < 0.1% |
| 122.0913 | 2 | < 0.1% |
| 120.179 | 6 | < 0.1% |
| 118.6302 | 6 | < 0.1% |
| 116.8232 | 20 | |
| 115.3585 | 29 | |
| 113.6483 | 42 |
R7 (MOhm)
Real number (ℝ)
| Distinct | 7508 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.202328 |
| Minimum | 0.0539 |
|---|---|
| Maximum | 181.975 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0539 |
|---|---|
| 5-th percentile | 0.1252 |
| Q1 | 2.953 |
| median | 43.0013 |
| Q3 | 60.4548 |
| 95-th percentile | 87.8609 |
| Maximum | 181.975 |
| Range | 181.9211 |
| Interquartile range (IQR) | 57.5018 |
Descriptive statistics
| Standard deviation | 30.282518 |
|---|---|
| Coefficient of variation (CV) | 0.79268777 |
| Kurtosis | -1.1516415 |
| Mean | 38.202328 |
| Median Absolute Deviation (MAD) | 26.5273 |
| Skewness | 0.13554449 |
| Sum | 11294633 |
| Variance | 917.03091 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 56.1218 | 1767 | 0.6% |
| 56.8574 | 1760 | 0.6% |
| 55.7936 | 1725 | 0.6% |
| 56.5207 | 1711 | 0.6% |
| 57.2667 | 1705 | 0.6% |
| 58.0323 | 1705 | 0.6% |
| 57.6122 | 1703 | 0.6% |
| 58.387 | 1695 | 0.6% |
| 58.8183 | 1690 | 0.6% |
| 59.6255 | 1684 | 0.6% |
| Other values (7498) | 278508 |
| Value | Count | Frequency (%) |
| 0.0539 | 1 | |
| 0.0546 | 2 | |
| 0.0549 | 1 | |
| 0.055 | 1 | |
| 0.0553 | 1 | |
| 0.0556 | 2 | |
| 0.0557 | 1 | |
| 0.0566 | 1 | |
| 0.0567 | 1 | |
| 0.0572 | 1 |
| Value | Count | Frequency (%) |
| 181.975 | 1 | < 0.1% |
| 153.387 | 1 | < 0.1% |
| 151.012 | 1 | < 0.1% |
| 141.3751 | 2 | < 0.1% |
| 137.0008 | 2 | < 0.1% |
| 121.8976 | 1 | < 0.1% |
| 120.0904 | 1 | < 0.1% |
| 118.6246 | 5 | < 0.1% |
| 116.9118 | 12 | |
| 115.5214 | 17 |
R8 (MOhm)
Real number (ℝ)
| Distinct | 6162 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.125919 |
| Minimum | 0.0344 |
|---|---|
| Maximum | 106.9859 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0344 |
|---|---|
| 5-th percentile | 0.1007 |
| Q1 | 13.0332 |
| median | 30.4421 |
| Q3 | 48.5445 |
| 95-th percentile | 70.1254 |
| Maximum | 106.9859 |
| Range | 106.9515 |
| Interquartile range (IQR) | 35.5113 |
Descriptive statistics
| Standard deviation | 22.982933 |
|---|---|
| Coefficient of variation (CV) | 0.73838568 |
| Kurtosis | -0.89876504 |
| Mean | 31.125919 |
| Median Absolute Deviation (MAD) | 18.0344 |
| Skewness | 0.16678348 |
| Sum | 9202471.3 |
| Variance | 528.21519 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 58.0412 | 1345 | 0.5% |
| 60.1664 | 1319 | 0.4% |
| 57.5888 | 1318 | 0.4% |
| 58.8889 | 1286 | 0.4% |
| 56.7773 | 1281 | 0.4% |
| 55.988 | 1274 | 0.4% |
| 56.4158 | 1268 | 0.4% |
| 59.7614 | 1264 | 0.4% |
| 58.4235 | 1259 | 0.4% |
| 54.4724 | 1248 | 0.4% |
| Other values (6152) | 282791 |
| Value | Count | Frequency (%) |
| 0.0344 | 1 | < 0.1% |
| 0.0346 | 2 | |
| 0.0348 | 2 | |
| 0.0352 | 1 | < 0.1% |
| 0.0355 | 3 | |
| 0.0356 | 1 | < 0.1% |
| 0.0357 | 1 | < 0.1% |
| 0.0358 | 4 | |
| 0.0359 | 2 | |
| 0.036 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 106.9859 | 2 | < 0.1% |
| 105.4803 | 1 | < 0.1% |
| 104.2574 | 4 | < 0.1% |
| 102.8265 | 3 | < 0.1% |
| 101.6635 | 4 | < 0.1% |
| 100.3018 | 5 | < 0.1% |
| 99.1944 | 8 | < 0.1% |
| 97.8971 | 10 | |
| 96.8414 | 18 | |
| 95.604 | 22 |
R9 (MOhm)
Real number (ℝ)
| Distinct | 6139 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.880526 |
| Minimum | 0.0298 |
|---|---|
| Maximum | 107.9036 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0298 |
|---|---|
| 5-th percentile | 0.0973 |
| Q1 | 9.2227 |
| median | 25.4465 |
| Q3 | 44.5381 |
| 95-th percentile | 66.7926 |
| Maximum | 107.9036 |
| Range | 107.8738 |
| Interquartile range (IQR) | 35.3154 |
Descriptive statistics
| Standard deviation | 21.942505 |
|---|---|
| Coefficient of variation (CV) | 0.78701906 |
| Kurtosis | -0.85955622 |
| Mean | 27.880526 |
| Median Absolute Deviation (MAD) | 18.4031 |
| Skewness | 0.34886706 |
| Sum | 8242961.2 |
| Variance | 481.47354 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0977 | 2566 | 0.9% |
| 0.0976 | 2458 | 0.8% |
| 0.0978 | 2337 | 0.8% |
| 0.0975 | 2271 | 0.8% |
| 0.0973 | 2234 | 0.8% |
| 0.0981 | 2145 | 0.7% |
| 0.098 | 2105 | 0.7% |
| 0.0982 | 2059 | 0.7% |
| 0.0972 | 2038 | 0.7% |
| 0.0987 | 2001 | 0.7% |
| Other values (6129) | 273439 |
| Value | Count | Frequency (%) |
| 0.0298 | 1 | < 0.1% |
| 0.0299 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.0301 | 4 | |
| 0.0302 | 4 | |
| 0.0303 | 3 | |
| 0.0306 | 3 | |
| 0.0307 | 3 | |
| 0.0308 | 6 | |
| 0.0309 | 5 |
| Value | Count | Frequency (%) |
| 107.9036 | 1 | < 0.1% |
| 95.6857 | 1 | < 0.1% |
| 92.4455 | 1 | < 0.1% |
| 91.5335 | 1 | < 0.1% |
| 88.5615 | 4 | < 0.1% |
| 87.7234 | 9 | < 0.1% |
| 86.7382 | 18 | < 0.1% |
| 85.9337 | 29 | |
| 84.9877 | 48 | |
| 84.2149 | 72 |
R10 (MOhm)
Real number (ℝ)
| Distinct | 6388 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.957747 |
| Minimum | 0.0372 |
|---|---|
| Maximum | 139.2366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0372 |
|---|---|
| 5-th percentile | 0.1188 |
| Q1 | 7.734 |
| median | 25.5373 |
| Q3 | 47.0683 |
| 95-th percentile | 71.4844 |
| Maximum | 139.2366 |
| Range | 139.1994 |
| Interquartile range (IQR) | 39.3343 |
Descriptive statistics
| Standard deviation | 23.691406 |
|---|---|
| Coefficient of variation (CV) | 0.81813704 |
| Kurtosis | -0.85159397 |
| Mean | 28.957747 |
| Median Absolute Deviation (MAD) | 20.7958 |
| Skewness | 0.42934871 |
| Sum | 8561444.8 |
| Variance | 561.28271 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1221 | 1521 | 0.5% |
| 0.1223 | 1485 | 0.5% |
| 0.1204 | 1477 | 0.5% |
| 0.1217 | 1473 | 0.5% |
| 0.1199 | 1434 | 0.5% |
| 0.1206 | 1430 | 0.5% |
| 0.1208 | 1425 | 0.5% |
| 0.1215 | 1417 | 0.5% |
| 0.1216 | 1411 | 0.5% |
| 0.1201 | 1402 | 0.5% |
| Other values (6378) | 281178 |
| Value | Count | Frequency (%) |
| 0.0372 | 1 | < 0.1% |
| 0.0374 | 1 | < 0.1% |
| 0.038 | 1 | < 0.1% |
| 0.0384 | 1 | < 0.1% |
| 0.0385 | 1 | < 0.1% |
| 0.0386 | 2 | < 0.1% |
| 0.0387 | 2 | < 0.1% |
| 0.0388 | 5 | |
| 0.039 | 2 | < 0.1% |
| 0.0391 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 139.2366 | 1 | < 0.1% |
| 137.2782 | 1 | < 0.1% |
| 107.3251 | 1 | < 0.1% |
| 102.3503 | 5 | < 0.1% |
| 101.0719 | 4 | < 0.1% |
| 100.0304 | 5 | < 0.1% |
| 98.8084 | 10 | |
| 97.8124 | 9 | |
| 96.6431 | 14 | |
| 95.6897 | 18 |
R11 (MOhm)
Real number (ℝ)
| Distinct | 6099 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.918622 |
| Minimum | 0.0316 |
|---|---|
| Maximum | 116.1061 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0316 |
|---|---|
| 5-th percentile | 0.1085 |
| Q1 | 11.1345 |
| median | 29.374 |
| Q3 | 48.8064 |
| 95-th percentile | 72.3453 |
| Maximum | 116.1061 |
| Range | 116.0745 |
| Interquartile range (IQR) | 37.6719 |
Descriptive statistics
| Standard deviation | 23.677764 |
|---|---|
| Coefficient of variation (CV) | 0.76580918 |
| Kurtosis | -0.86445053 |
| Mean | 30.918622 |
| Median Absolute Deviation (MAD) | 19.4309 |
| Skewness | 0.27901655 |
| Sum | 9141183.3 |
| Variance | 560.63653 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1101 | 2012 | 0.7% |
| 0.1092 | 1978 | 0.7% |
| 0.1089 | 1963 | 0.7% |
| 0.1085 | 1958 | 0.7% |
| 0.11 | 1954 | 0.7% |
| 0.1086 | 1941 | 0.7% |
| 0.1088 | 1933 | 0.7% |
| 0.109 | 1865 | 0.6% |
| 0.1104 | 1818 | 0.6% |
| 0.1102 | 1813 | 0.6% |
| Other values (6089) | 276418 |
| Value | Count | Frequency (%) |
| 0.0316 | 1 | < 0.1% |
| 0.0317 | 2 | |
| 0.032 | 1 | < 0.1% |
| 0.0323 | 2 | |
| 0.0324 | 3 | |
| 0.0325 | 2 | |
| 0.0326 | 4 | |
| 0.0327 | 1 | < 0.1% |
| 0.0328 | 4 | |
| 0.033 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 116.1061 | 1 | < 0.1% |
| 108.8521 | 1 | < 0.1% |
| 107.6503 | 1 | < 0.1% |
| 101.3781 | 2 | < 0.1% |
| 100.3335 | 6 | < 0.1% |
| 99.1078 | 11 | < 0.1% |
| 98.1088 | 18 | |
| 96.936 | 29 | |
| 95.9797 | 30 | |
| 94.8564 | 43 |
R12 (MOhm)
Real number (ℝ)
| Distinct | 6212 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.864356 |
| Minimum | 0.0331 |
|---|---|
| Maximum | 99.3074 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0331 |
|---|---|
| 5-th percentile | 0.108 |
| Q1 | 10.5802 |
| median | 29.4331 |
| Q3 | 47.589 |
| 95-th percentile | 65.9633 |
| Maximum | 99.3074 |
| Range | 99.2743 |
| Interquartile range (IQR) | 37.0088 |
Descriptive statistics
| Standard deviation | 22.150393 |
|---|---|
| Coefficient of variation (CV) | 0.7417 |
| Kurtosis | -0.92987412 |
| Mean | 29.864356 |
| Median Absolute Deviation (MAD) | 18.1559 |
| Skewness | 0.15328449 |
| Sum | 8829486.6 |
| Variance | 490.63992 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 52.7888 | 1331 | 0.5% |
| 54.7785 | 1330 | 0.4% |
| 54.4059 | 1303 | 0.4% |
| 56.1889 | 1301 | 0.4% |
| 55.0929 | 1272 | 0.4% |
| 56.9212 | 1267 | 0.4% |
| 56.5195 | 1265 | 0.4% |
| 54.0991 | 1265 | 0.4% |
| 58.0204 | 1263 | 0.4% |
| 55.4749 | 1263 | 0.4% |
| Other values (6202) | 282793 |
| Value | Count | Frequency (%) |
| 0.0331 | 1 | < 0.1% |
| 0.0336 | 1 | < 0.1% |
| 0.0337 | 1 | < 0.1% |
| 0.0338 | 2 | |
| 0.034 | 1 | < 0.1% |
| 0.0341 | 2 | |
| 0.0343 | 1 | < 0.1% |
| 0.0347 | 2 | |
| 0.0349 | 3 | |
| 0.035 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 99.3074 | 1 | < 0.1% |
| 98.3064 | 1 | < 0.1% |
| 97.1312 | 5 | < 0.1% |
| 96.173 | 8 | < 0.1% |
| 95.0475 | 16 | < 0.1% |
| 94.1293 | 27 | |
| 93.0504 | 27 | |
| 92.1698 | 53 | |
| 91.1346 | 60 | |
| 90.2894 | 67 |
R13 (MOhm)
Real number (ℝ)
| Distinct | 6322 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.397769 |
| Minimum | 0.0345 |
|---|---|
| Maximum | 93.0887 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0345 |
|---|---|
| 5-th percentile | 0.1019 |
| Q1 | 8.4269 |
| median | 24.6277 |
| Q3 | 41.9854 |
| 95-th percentile | 62.4181 |
| Maximum | 93.0887 |
| Range | 93.0542 |
| Interquartile range (IQR) | 33.5585 |
Descriptive statistics
| Standard deviation | 20.62697 |
|---|---|
| Coefficient of variation (CV) | 0.78139067 |
| Kurtosis | -0.83441811 |
| Mean | 26.397769 |
| Median Absolute Deviation (MAD) | 17.1337 |
| Skewness | 0.33273225 |
| Sum | 7804579.5 |
| Variance | 425.4719 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1034 | 1088 | 0.4% |
| 0.1037 | 1024 | 0.3% |
| 0.1044 | 1024 | 0.3% |
| 0.1042 | 1024 | 0.3% |
| 0.1032 | 1020 | 0.3% |
| 0.1043 | 1016 | 0.3% |
| 48.1178 | 1013 | 0.3% |
| 0.1046 | 1012 | 0.3% |
| 0.103 | 1007 | 0.3% |
| 52.4943 | 998 | 0.3% |
| Other values (6312) | 285427 |
| Value | Count | Frequency (%) |
| 0.0345 | 1 | < 0.1% |
| 0.035 | 1 | < 0.1% |
| 0.0351 | 1 | < 0.1% |
| 0.0353 | 1 | < 0.1% |
| 0.0355 | 2 | |
| 0.0357 | 1 | < 0.1% |
| 0.0358 | 1 | < 0.1% |
| 0.036 | 1 | < 0.1% |
| 0.0362 | 1 | < 0.1% |
| 0.0363 | 4 |
| Value | Count | Frequency (%) |
| 93.0887 | 1 | < 0.1% |
| 92.0217 | 1 | < 0.1% |
| 86.5605 | 2 | < 0.1% |
| 85.7885 | 2 | < 0.1% |
| 84.8799 | 8 | < 0.1% |
| 84.1371 | 10 | < 0.1% |
| 83.2626 | 20 | < 0.1% |
| 82.5474 | 30 | |
| 81.7051 | 52 | |
| 81.016 | 71 |
R14 (MOhm)
Real number (ℝ)
| Distinct | 6194 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.390579 |
| Minimum | 0.0319 |
|---|---|
| Maximum | 129.422 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0319 |
|---|---|
| 5-th percentile | 0.1077 |
| Q1 | 10.2427 |
| median | 29.9714 |
| Q3 | 52.1742 |
| 95-th percentile | 76.2732 |
| Maximum | 129.422 |
| Range | 129.3901 |
| Interquartile range (IQR) | 41.9315 |
Descriptive statistics
| Standard deviation | 25.243233 |
|---|---|
| Coefficient of variation (CV) | 0.77933875 |
| Kurtosis | -1.0030923 |
| Mean | 32.390579 |
| Median Absolute Deviation (MAD) | 21.5748 |
| Skewness | 0.28105919 |
| Sum | 9576371.9 |
| Variance | 637.22083 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1082 | 1979 | 0.7% |
| 0.1084 | 1925 | 0.7% |
| 0.1086 | 1921 | 0.6% |
| 0.1083 | 1898 | 0.6% |
| 0.1078 | 1866 | 0.6% |
| 0.108 | 1853 | 0.6% |
| 0.1077 | 1845 | 0.6% |
| 0.1079 | 1826 | 0.6% |
| 0.1091 | 1809 | 0.6% |
| 0.1087 | 1797 | 0.6% |
| Other values (6184) | 276934 |
| Value | Count | Frequency (%) |
| 0.0319 | 1 | < 0.1% |
| 0.0322 | 1 | < 0.1% |
| 0.0325 | 1 | < 0.1% |
| 0.0326 | 2 | |
| 0.0327 | 1 | < 0.1% |
| 0.0328 | 2 | |
| 0.0329 | 1 | < 0.1% |
| 0.033 | 1 | < 0.1% |
| 0.0332 | 4 | |
| 0.0333 | 2 |
| Value | Count | Frequency (%) |
| 129.422 | 1 | < 0.1% |
| 114.3522 | 1 | < 0.1% |
| 104.6376 | 1 | < 0.1% |
| 102.1866 | 1 | < 0.1% |
| 99.8467 | 2 | < 0.1% |
| 97.6107 | 1 | < 0.1% |
| 96.6268 | 2 | < 0.1% |
| 95.4717 | 9 | |
| 94.5298 | 12 | |
| 93.4235 | 17 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000 | 0.0 | 54.6258 | 25.3178 | 242.5724 | 0.2030 | 55.1483 | 72.5638 | 85.3974 | 40.5104 | 84.9922 | 76.9817 | 80.5302 | 62.5385 | 57.9460 | 68.1441 | 63.9090 | 62.2197 | 52.4943 | 64.3090 |
| 1 | 0.310 | 0.0 | 52.6300 | 25.3000 | 241.5326 | 0.2020 | 70.7619 | 77.6770 | 83.0507 | 40.7134 | 81.0192 | 82.2501 | 84.4791 | 67.7787 | 55.6241 | 66.0832 | 58.3260 | 64.9864 | 52.8453 | 65.2822 |
| 2 | 0.620 | 0.0 | 52.6300 | 25.3000 | 241.2315 | 0.2020 | 68.5571 | 77.6770 | 79.2369 | 41.4185 | 81.0192 | 81.5165 | 77.6744 | 62.5385 | 56.7266 | 62.3092 | 65.8307 | 62.2197 | 52.2052 | 64.8363 |
| 3 | 0.929 | 0.0 | 52.6300 | 25.3000 | 240.9315 | 0.2010 | 69.1448 | 75.0345 | 75.8734 | 38.1853 | 69.0060 | 70.4390 | 75.0120 | 66.0689 | 55.9641 | 64.6599 | 58.6825 | 59.6018 | 53.5010 | 67.8952 |
| 4 | 1.237 | 0.0 | 52.6300 | 25.3000 | 240.6521 | 0.2007 | 61.4100 | 69.1448 | 74.5825 | 38.4023 | 72.4181 | 64.3583 | 69.0829 | 62.0148 | 58.7630 | 63.2123 | 63.4039 | 58.0204 | 50.9695 | 64.8363 |
| 5 | 1.546 | 0.0 | 52.6300 | 25.3000 | 240.7572 | 0.2005 | 57.7304 | 62.6869 | 65.6318 | 34.4447 | 63.0524 | 62.9311 | 64.5292 | 66.0689 | 57.1512 | 65.0981 | 58.3260 | 60.5007 | 51.8624 | 66.2847 |
| 6 | 1.857 | 0.0 | 52.6300 | 25.3000 | 240.8629 | 0.2010 | 53.4898 | 59.2946 | 59.7462 | 33.8093 | 57.9621 | 56.0078 | 60.4548 | 62.9816 | 55.6241 | 60.5772 | 58.6825 | 57.6725 | 51.2453 | 65.8253 |
| 7 | 2.164 | 0.0 | 52.6300 | 25.3000 | 240.9673 | 0.2000 | 45.8525 | 54.1535 | 58.1498 | 32.8980 | 58.3847 | 53.4887 | 54.0231 | 58.4235 | 57.5820 | 65.6318 | 64.3359 | 56.1889 | 49.7900 | 63.8761 |
| 8 | 2.474 | 0.0 | 52.6300 | 25.3000 | 240.9308 | 0.2000 | 43.1138 | 49.5111 | 53.8273 | 31.3339 | 52.1043 | 51.1251 | 54.7053 | 66.6625 | 55.9641 | 60.5772 | 59.4820 | 57.6725 | 51.2453 | 64.3090 |
| 9 | 2.784 | 0.0 | 52.6300 | 25.3000 | 240.8617 | 0.2010 | 40.1270 | 45.8525 | 52.1786 | 30.8047 | 51.7661 | 50.8369 | 49.6787 | 58.0412 | 57.9460 | 62.3092 | 64.3359 | 55.0929 | 50.0533 | 63.3641 |
| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 295643 | 90906.945 | 0.0 | 63.09 | 25.38 | 0.1994 | 0.2 | 10.4892 | 4.7499 | 18.0265 | 22.1943 | 41.7771 | 40.2907 | 41.9312 | 57.5888 | 57.1512 | 66.6330 | 65.8307 | 54.4059 | 45.7841 | 65.8253 |
| 295644 | 90907.255 | 0.0 | 63.09 | 25.38 | 0.0000 | 0.2 | 8.6216 | 3.7645 | 14.9315 | 21.9218 | 40.8058 | 38.7509 | 42.7675 | 66.0689 | 55.9641 | 59.7462 | 59.9272 | 56.5195 | 47.0629 | 67.3181 |
| 295645 | 90907.564 | 0.0 | 63.09 | 25.38 | 0.0000 | 0.2 | 7.0910 | 3.0498 | 12.4757 | 21.3258 | 39.4783 | 37.4791 | 41.3428 | 57.5888 | 55.6241 | 62.3092 | 66.2834 | 55.0929 | 46.5522 | 67.3181 |
| 295646 | 90907.874 | 0.0 | 63.09 | 25.38 | 0.0000 | 0.2 | 5.8447 | 2.5337 | 10.4103 | 21.1988 | 38.7660 | 35.9923 | 41.1262 | 59.2824 | 53.4783 | 59.7462 | 65.2954 | 54.7785 | 46.2782 | 66.2847 |
| 295647 | 90908.182 | 0.0 | 63.09 | 25.38 | 0.0000 | 0.2 | 4.7866 | 2.1531 | 8.7140 | 21.0733 | 40.0465 | 35.3616 | 39.2400 | 56.4158 | 57.5820 | 63.7159 | 62.9890 | 53.4361 | 45.3001 | 64.8363 |
| 295648 | 90908.491 | 0.0 | 63.09 | 25.38 | 0.0000 | 0.2 | 4.0125 | 1.8654 | 7.2545 | 20.4665 | 37.4140 | 32.8928 | 38.3745 | 63.9786 | 52.1360 | 59.3023 | 58.3260 | 53.4361 | 44.1536 | 68.3837 |
| 295649 | 90908.799 | 0.0 | 63.09 | 25.38 | 0.0000 | 0.2 | 3.3697 | 1.6496 | 6.0814 | 20.1704 | 37.9253 | 31.7345 | 38.0325 | 55.2200 | 53.1055 | 57.7289 | 64.3359 | 54.4059 | 45.5628 | 66.8445 |
| 295650 | 90909.107 | 0.0 | 63.09 | 25.38 | 0.0000 | 0.2 | 2.8750 | 1.4782 | 5.1882 | 20.0563 | 38.9578 | 30.3988 | 36.4079 | 55.2200 | 51.7813 | 61.4312 | 63.4039 | 53.7355 | 44.1536 | 64.8363 |
| 295651 | 90909.417 | 0.0 | 63.09 | 25.38 | 0.0000 | 0.2 | 2.4623 | 1.3444 | 4.3998 | 19.3485 | 37.0903 | 28.7664 | 36.0991 | 62.5385 | 50.2422 | 56.9725 | 57.5565 | 55.0929 | 44.6138 | 65.8253 |
| 295652 | 90909.727 | 0.0 | 63.09 | 25.38 | 0.0000 | 0.2 | 2.1432 | 1.2354 | 3.8079 | 18.9335 | 36.9449 | 26.9090 | 34.0723 | 55.9880 | 53.4783 | 62.7987 | 62.4980 | 53.4361 | 43.2606 | 62.9436 |